Matrix computations (3rd ed.)
Improved algorithms for topic distillation in a hyperlinked environment
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Automatic resource compilation by analyzing hyperlink structure and associated text
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Focused crawling: a new approach to topic-specific Web resource discovery
WWW '99 Proceedings of the eighth international conference on World Wide Web
Authoritative sources in a hyperlinked environment
Proceedings of the ninth annual ACM-SIAM symposium on Discrete algorithms
WebBase: a repository of Web pages
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
What is this page known for? Computing Web page reputations
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
The structure of broad topics on the web
Proceedings of the 11th international conference on World Wide Web
Proceedings of the 11th international conference on World Wide Web
SODA '03 Proceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms
Scaling personalized web search
WWW '03 Proceedings of the 12th international conference on World Wide Web
Proceedings of the 13th international conference on World Wide Web
Web Mining: Research and Practice
Computing in Science and Engineering
Updating pagerank with iterative aggregation
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Local methods for estimating pagerank values
Proceedings of the thirteenth ACM international conference on Information and knowledge management
A Web Surfer Model Incorporating Topic Continuity
IEEE Transactions on Knowledge and Data Engineering
PageRank as a function of the damping factor
WWW '05 Proceedings of the 14th international conference on World Wide Web
A uniform approach to accelerated PageRank computation
WWW '05 Proceedings of the 14th international conference on World Wide Web
BackRank: an alternative for PageRank?
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
Page quality: in search of an unbiased web ranking
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Connections: using context to enhance file search
Proceedings of the twentieth ACM symposium on Operating systems principles
Distributed PageRank computation based on iterative aggregation-disaggregation methods
Proceedings of the 14th ACM international conference on Information and knowledge management
Co-authorship networks in the digital library research community
Information Processing and Management: an International Journal - Special issue: Infometrics
Efficient PageRank approximation via graph aggregation
Information Retrieval
Divide and conquer approach for efficient pagerank computation
ICWE '06 Proceedings of the 6th international conference on Web engineering
Estimating the global pagerank of web communities
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
ACM Transactions on Internet Technology (TOIT)
Computing customized page ranks
ACM Transactions on Internet Technology (TOIT)
Ranking target objects of navigational queries
WIDM '06 Proceedings of the 8th annual ACM international workshop on Web information and data management
The quest to find the best pages on the web
Information Services and Use
Asynchronous iterative solution for state-based performance metrics
Proceedings of the 2007 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Hits on the web: how does it compare?
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Web site personalization based on link analysis and navigational patterns
ACM Transactions on Internet Technology (TOIT)
Video search reranking through random walk over document-level context graph
Proceedings of the 15th international conference on Multimedia
MNav: A Markov Model-Based Web Site Navigability Measure
IEEE Transactions on Software Engineering
Computing pagerank in a distributed internet search system
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Objectrank: authority-based keyword search in databases
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Combating web spam with trustrank
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
RankMass crawler: a crawler with high personalized pagerank coverage guarantee
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Authority-based keyword search in databases
ACM Transactions on Database Systems (TODS)
DirichletRank: Solving the zero-one gap problem of PageRank
ACM Transactions on Information Systems (TOIS)
A survey on distributed approaches to graph based reputation measures
Proceedings of the 2nd international conference on Performance evaluation methodologies and tools
IRLbot: scaling to 6 billion pages and beyond
Proceedings of the 17th international conference on World Wide Web
Computers & Mathematics with Applications
An Efficient Algorithm and Its Parallelization for Computing PageRank
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part I: ICCS 2007
Traps and Pitfalls of Topic-Biased PageRank
Algorithms and Models for the Web-Graph
Focused Page Rank in Scientific Papers Ranking
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
An attentive self-organizing neural model for text mining
Expert Systems with Applications: An International Journal
Choose the Damping, Choose the Ranking?
WAW '09 Proceedings of the 6th International Workshop on Algorithms and Models for the Web-Graph
IRLbot: Scaling to 6 billion pages and beyond
ACM Transactions on the Web (TWEB)
HITS Can Converge Slowly, but Not Too Slowly, in Score and Rank
COCOON '09 Proceedings of the 15th Annual International Conference on Computing and Combinatorics
PageRank: Splitting Homogeneous Singular Linear Systems of Index One
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
ItemRank: a random-walk based scoring algorithm for recommender engines
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
PageRank: Functional dependencies
ACM Transactions on Information Systems (TOIS)
Nonlinear static-rank computation
Proceedings of the 18th ACM conference on Information and knowledge management
A software tool for the steady-state analysis of Google-like stochastic matrices
Proceedings of the Fourth International ICST Conference on Performance Evaluation Methodologies and Tools
Co-authorship networks in the digital library research community
Information Processing and Management: an International Journal - Special issue: Infometrics
Multimodal ranking for image search on community databases
Proceedings of the international conference on Multimedia information retrieval
Choose the damping, choose the ranking?
Journal of Discrete Algorithms
A quick rank based on web structure
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
PARA'06 Proceedings of the 8th international conference on Applied parallel computing: state of the art in scientific computing
Using polynomial chaos to compute the influence of multiple random surfers in the PageRank model
WAW'07 Proceedings of the 5th international conference on Algorithms and models for the web-graph
Multimedia data mining and searching through dynamic index evolution
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
A random-walk based scoring algorithm applied to recommender engines
WebKDD'06 Proceedings of the 8th Knowledge discovery on the web international conference on Advances in web mining and web usage analysis
Learning to recommend product with the content of web page
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
The general extrapolation formula for acceleration PageRank computations
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
Google PageRanking problem: The model and the analysis
Journal of Computational and Applied Mathematics
An Arnoldi-Extrapolation algorithm for computing PageRank
Journal of Computational and Applied Mathematics
Knowledge and Information Systems
Pagerank-based collaborative filtering recommendation
ICICA'10 Proceedings of the First international conference on Information computing and applications
On Arnoldi method accelerating PageRank computations
WISM'10 Proceedings of the 2010 international conference on Web information systems and mining
SPIRE'10 Proceedings of the 17th international conference on String processing and information retrieval
Fast incremental and personalized PageRank
Proceedings of the VLDB Endowment
Extrapolation to speed-up query-dependent link analysis ranking algorithms
Proceedings of the 8th International Conference on Frontiers of Information Technology
Userrank for item-based collaborative filtering recommendation
Information Processing Letters
An Inner-Outer Iteration for Computing PageRank
SIAM Journal on Scientific Computing
Diversity ranking for video retrieval from a broadcaster archive
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Index design and query processing for graph conductance search
The VLDB Journal — The International Journal on Very Large Data Bases
On the modification of an eigenvalue problem that preserves an eigenspace
Journal of Computational and Applied Mathematics
Multiplicative approximations of random walk transition probabilities
APPROX'11/RANDOM'11 Proceedings of the 14th international workshop and 15th international conference on Approximation, randomization, and combinatorial optimization: algorithms and techniques
Towards hierarchical context: unfolding visual community potential for interactive video retrieval
Multimedia Tools and Applications
Making time-stepped applications tick in the cloud
Proceedings of the 2nd ACM Symposium on Cloud Computing
Random walk based entity ranking on graph for multidimensional recommendation
Proceedings of the fifth ACM conference on Recommender systems
Triangular and skew-symmetric splitting method for numerical solutions of Markov chains
Computers & Mathematics with Applications
Mining the “Voice of the Customer” for Business Prioritization
ACM Transactions on Intelligent Systems and Technology (TIST)
Using hyperlink features to personalize web search
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Leveraging community metadata for multimodal image ranking
Multimedia Tools and Applications
Towards a common framework for peer-to-peer web retrieval
From Integrated Publication and Information Systems to Virtual Information and Knowledge Environments
Hypergraph partitioning for faster parallel pagerank computation
EPEW'05/WS-FM'05 Proceedings of the 2005 international conference on European Performance Engineering, and Web Services and Formal Methods, international conference on Formal Techniques for Computer Systems and Business Processes
RAID'06 Proceedings of the 9th international conference on Recent Advances in Intrusion Detection
Efficient parallel computation of pagerank
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
A generic graph-based multidimensional recommendation framework and its implementations
Proceedings of the 21st international conference companion on World Wide Web
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Keyword-propagation-based information enriching and noise removal for web news videos
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Contextualization using hyperlinks and internal hierarchical structure of Wikipedia documents
Proceedings of the 21st ACM international conference on Information and knowledge management
Faster Ranking Using Extrapolation Techniques
International Journal of Computer Vision and Image Processing
LR-PPR: locality-sensitive, re-use promoting, approximate personalized pagerank computation
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
On the embeddability of random walk distances
Proceedings of the VLDB Endowment
Accelerating the Arnoldi-Type Algorithm for the PageRank Problem and the ProteinRank Problem
Journal of Scientific Computing
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We present a novel algorithm for the fast computation of PageRank, a hyperlink-based estimate of the ''importance'' of Web pages. The original PageRank algorithm uses the Power Method to compute successive iterates that converge to the principal eigenvector of the Markov matrix representing the Web link graph. The algorithm presented here, called Quadratic Extrapolation, accelerates the convergence of the Power Method by periodically subtracting off estimates of the nonprincipal eigenvectors from the current iterate of the Power Method. In Quadratic Extrapolation, we take advantage of the fact that the first eigenvalue of a Markov matrix is known to be 1 to compute the nonprincipal eigenvectors using successive iterates of the Power Method. Empirically, we show that using Quadratic Extrapolation speeds up PageRank computation by 25-300% on a Web graph of 80 million nodes, with minimal overhead. Our contribution is useful to the PageRank community and the numerical linear algebra community in general, as it is a fast method for determining the dominant eigenvector of a matrix that is too large for standard fast methods to be practical.